DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Data-Driven First-Principles Methods for the Study and Design of Alkali Superionic Conductors

Abstract

We present a detailed exposition of how first-principles methods can be used to guide alkali superionic conductor (ASIC) study and design. Using the argyrodite Li6PS5Cl as a case study, we demonstrate how modern information technology (IT) infrastructure and software tools can facilitate the assessment of alkali superionic conductors in terms of various critical properties of interest such as phase and electrochemical stability and ionic conductivity. The emphasis is on well-documented, reproducible analysis code that can be readily generalized to other material systems and design problems. For our chosen Li6PS5Cl case study material, we show that Li excess is crucial to enhancing its conductivity by increasing the occupancy of interstitial sites that promote long-range Li+ diffusion between cage-like frameworks. The predicted room-temperature conductivities and activation barriers are in reasonably good agreement with experimental values.

Authors:
 [1];  [1];  [1];  [1]
  1. Univ. of California, San Diego, CA (United States)
Publication Date:
Research Org.:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States). National Energy Research Scientific Computing Center (NERSC)
Sponsoring Org.:
USDOE Office of Science (SC), Basic Energy Sciences (BES)
OSTI Identifier:
1479673
Grant/Contract Number:  
SC0012118
Resource Type:
Accepted Manuscript
Journal Name:
Chemistry of Materials
Additional Journal Information:
Journal Volume: 29; Journal Issue: 1; Journal ID: ISSN 0897-4756
Publisher:
American Chemical Society (ACS)
Country of Publication:
United States
Language:
English
Subject:
42 ENGINEERING; 97 MATHEMATICS AND COMPUTING

Citation Formats

Deng, Zhi, Zhu, Zhuoying, Chu, Iek-Heng, and Ong, Shyue Ping. Data-Driven First-Principles Methods for the Study and Design of Alkali Superionic Conductors. United States: N. p., 2016. Web. doi:10.1021/acs.chemmater.6b02648.
Deng, Zhi, Zhu, Zhuoying, Chu, Iek-Heng, & Ong, Shyue Ping. Data-Driven First-Principles Methods for the Study and Design of Alkali Superionic Conductors. United States. https://doi.org/10.1021/acs.chemmater.6b02648
Deng, Zhi, Zhu, Zhuoying, Chu, Iek-Heng, and Ong, Shyue Ping. Sat . "Data-Driven First-Principles Methods for the Study and Design of Alkali Superionic Conductors". United States. https://doi.org/10.1021/acs.chemmater.6b02648. https://www.osti.gov/servlets/purl/1479673.
@article{osti_1479673,
title = {Data-Driven First-Principles Methods for the Study and Design of Alkali Superionic Conductors},
author = {Deng, Zhi and Zhu, Zhuoying and Chu, Iek-Heng and Ong, Shyue Ping},
abstractNote = {We present a detailed exposition of how first-principles methods can be used to guide alkali superionic conductor (ASIC) study and design. Using the argyrodite Li6PS5Cl as a case study, we demonstrate how modern information technology (IT) infrastructure and software tools can facilitate the assessment of alkali superionic conductors in terms of various critical properties of interest such as phase and electrochemical stability and ionic conductivity. The emphasis is on well-documented, reproducible analysis code that can be readily generalized to other material systems and design problems. For our chosen Li6PS5Cl case study material, we show that Li excess is crucial to enhancing its conductivity by increasing the occupancy of interstitial sites that promote long-range Li+ diffusion between cage-like frameworks. The predicted room-temperature conductivities and activation barriers are in reasonably good agreement with experimental values.},
doi = {10.1021/acs.chemmater.6b02648},
journal = {Chemistry of Materials},
number = 1,
volume = 29,
place = {United States},
year = {Sat Sep 03 00:00:00 EDT 2016},
month = {Sat Sep 03 00:00:00 EDT 2016}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record

Citation Metrics:
Cited by: 145 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

Inorganic solid Li ion conductors: An overview
journal, June 2009


Progress and prospective of solid-state lithium batteries
journal, February 2013


Room-temperature stationary sodium-ion batteries for large-scale electric energy storage
journal, January 2013

  • Pan, Huilin; Hu, Yong-Sheng; Chen, Liquan
  • Energy & Environmental Science, Vol. 6, Issue 8
  • DOI: 10.1039/c3ee40847g

A lithium superionic conductor
journal, July 2011

  • Kamaya, Noriaki; Homma, Kenji; Yamakawa, Yuichiro
  • Nature Materials, Vol. 10, Issue 9, p. 682-686
  • DOI: 10.1038/nmat3066

Li 10 SnP 2 S 12 : An Affordable Lithium Superionic Conductor
journal, October 2013

  • Bron, Philipp; Johansson, Sebastian; Zick, Klaus
  • Journal of the American Chemical Society, Vol. 135, Issue 42
  • DOI: 10.1021/ja407393y

A new ultrafast superionic Li-conductor: ion dynamics in Li 11 Si 2 PS 12 and comparison with other tetragonal LGPS-type electrolytes
journal, January 2014

  • Kuhn, Alexander; Gerbig, Oliver; Zhu, Changbao
  • Phys. Chem. Chem. Phys., Vol. 16, Issue 28
  • DOI: 10.1039/C4CP02046D

High-power all-solid-state batteries using sulfide superionic conductors
journal, March 2016


Superionic glass-ceramic electrolytes for room-temperature rechargeable sodium batteries
journal, January 2012

  • Hayashi, Akitoshi; Noi, Kousuke; Sakuda, Atsushi
  • Nature Communications, Vol. 3, Issue 1
  • DOI: 10.1038/ncomms1843

Role of Na + Interstitials and Dopants in Enhancing the Na + Conductivity of the Cubic Na 3 PS 4 Superionic Conductor
journal, December 2015


Na 3 PSe 4 : A Novel Chalcogenide Solid Electrolyte with High Ionic Conductivity
journal, October 2015


Computational and Experimental Investigations of Na-Ion Conduction in Cubic Na 3 PSe 4
journal, December 2015


Fast Lithium Ion Conduction in Garnet-Type Li7La3Zr2O12
journal, October 2007

  • Murugan, Ramaswamy; Thangadurai, Venkataraman; Weppner, Werner
  • Angewandte Chemie International Edition, Vol. 46, Issue 41, p. 7778-7781
  • DOI: 10.1002/anie.200701144

High ionic conductivity in lithium lanthanum titanate
journal, June 1993

  • Inaguma, Yoshiyuki; Liquan, Chen; Itoh, Mitsuru
  • Solid State Communications, Vol. 86, Issue 10, p. 689-693
  • DOI: 10.1016/0038-1098(93)90841-A

Fast Na+-ion transport in skeleton structures
journal, February 1976


First principles computational materials design for energy storage materials in lithium ion batteries
journal, January 2009

  • Meng, Ying Shirley; Arroyo-de Dompablo, M. Elena
  • Energy & Environmental Science, Vol. 2, Issue 6
  • DOI: 10.1039/b901825e

Recharging lithium battery research with first-principles methods
journal, March 2011


Computational studies of solid-state alkali conduction in rechargeable alkali-ion batteries
journal, March 2016

  • Deng, Zhi; Mo, Yifei; Ong, Shyue Ping
  • NPG Asia Materials, Vol. 8, Issue 3
  • DOI: 10.1038/am.2016.7

First Principles Study of the Li10GeP2S12 Lithium Super Ionic Conductor Material
journal, December 2011

  • Mo, Yifei; Ong, Shyue Ping; Ceder, Gerbrand
  • Chemistry of Materials, Vol. 24, Issue 1, p. 15-17
  • DOI: 10.1021/cm203303y

Rational Composition Optimization of the Lithium-Rich Li 3 OCl 1– x Br x Anti-Perovskite Superionic Conductors
journal, May 2015


Insights into the Performance Limits of the Li 7 P 3 S 11 Superionic Conductor: A Combined First-Principles and Experimental Study
journal, March 2016

  • Chu, Iek-Heng; Nguyen, Han; Hy, Sunny
  • ACS Applied Materials & Interfaces, Vol. 8, Issue 12
  • DOI: 10.1021/acsami.6b00833

Li6PS5X: A Class of Crystalline Li-Rich Solids With an Unusually High Li+ Mobility
journal, January 2008

  • Deiseroth, Hans-Jörg; Kong, Shiao-Tong; Eckert, Hellmut
  • Angewandte Chemie International Edition, Vol. 47, Issue 4
  • DOI: 10.1002/anie.200703900

Li7PS6 and Li6PS5X (X: Cl, Br, I): Possible Three-dimensional Diffusion Pathways for Lithium Ions and Temperature Dependence of the Ionic Conductivity by Impedance Measurements
journal, August 2011

  • Deiseroth, Hans-Jörg; Maier, Joachim; Weichert, Katja
  • Zeitschrift für anorganische und allgemeine Chemie, Vol. 637, Issue 10
  • DOI: 10.1002/zaac.201100158

Studies of lithium argyrodite solid electrolytes for all-solid-state batteries
journal, June 2011


Formation and conductivity studies of lithium argyrodite solid electrolytes using in-situ neutron diffraction
journal, January 2013


Stability and ionic mobility in argyrodite-related lithium-ion solid electrolytes
journal, January 2015

  • Chen, Hao Min; Maohua, Chen; Adams, Stefan
  • Physical Chemistry Chemical Physics, Vol. 17, Issue 25
  • DOI: 10.1039/C5CP01841B

Electrolytes for solid oxide fuel cells
journal, November 2006


Efficient iterative schemes for ab initio total-energy calculations using a plane-wave basis set
journal, October 1996


Projector augmented-wave method
journal, December 1994


Generalized Gradient Approximation Made Simple
journal, October 1996

  • Perdew, John P.; Burke, Kieron; Ernzerhof, Matthias
  • Physical Review Letters, Vol. 77, Issue 18, p. 3865-3868
  • DOI: 10.1103/PhysRevLett.77.3865

Python Materials Genomics (pymatgen): A robust, open-source python library for materials analysis
journal, February 2013


IPython: A System for Interactive Scientific Computing
journal, January 2007

  • Perez, Fernando; Granger, Brian E.
  • Computing in Science & Engineering, Vol. 9, Issue 3
  • DOI: 10.1109/MCSE.2007.53

The inorganic crystal structure data base
journal, May 1983

  • Bergerhoff, G.; Hundt, R.; Sievers, R.
  • Journal of Chemical Information and Modeling, Vol. 23, Issue 2
  • DOI: 10.1021/ci00038a003

Algorithm for generating derivative structures
journal, June 2008


The quickhull algorithm for convex hulls
journal, December 1996

  • Barber, C. Bradford; Dobkin, David P.; Huhdanpaa, Hannu
  • ACM Transactions on Mathematical Software, Vol. 22, Issue 4
  • DOI: 10.1145/235815.235821

Li−Fe−P−O 2 Phase Diagram from First Principles Calculations
journal, February 2008

  • Ong, Shyue Ping; Wang, Lei; Kang, Byoungwoo
  • Chemistry of Materials, Vol. 20, Issue 5
  • DOI: 10.1021/cm702327g

Ab initio study of lithium intercalation in metal oxides and metal dichalcogenides
journal, July 1997


Commentary: The Materials Project: A materials genome approach to accelerating materials innovation
journal, July 2013

  • Jain, Anubhav; Ong, Shyue Ping; Hautier, Geoffroy
  • APL Materials, Vol. 1, Issue 1
  • DOI: 10.1063/1.4812323

Nudged elastic band method for finding minimum energy paths of transitions
conference, November 2011

  • JÓNsson, Hannes; Mills, Greg; Jacobsen, Karsten W.
  • Proceedings of the International School of Physics, Classical and Quantum Dynamics in Condensed Phase Simulations
  • DOI: 10.1142/9789812839664_0016

A climbing image nudged elastic band method for finding saddle points and minimum energy paths
journal, December 2000

  • Henkelman, Graeme; Uberuaga, Blas P.; Jónsson, Hannes
  • The Journal of Chemical Physics, Vol. 113, Issue 22, p. 9901-9904
  • DOI: 10.1063/1.1329672

Voltage, stability and diffusion barrier differences between sodium-ion and lithium-ion intercalation materials
journal, January 2011

  • Ong, Shyue Ping; Chevrier, Vincent L.; Hautier, Geoffroy
  • Energy & Environmental Science, Vol. 4, Issue 9
  • DOI: 10.1039/c1ee01782a

Unified Approach for Molecular Dynamics and Density-Functional Theory
journal, November 1985


Design principles for solid-state lithium superionic conductors
journal, August 2015

  • Wang, Yan; Richards, William Davidson; Ong, Shyue Ping
  • Nature Materials, Vol. 14, Issue 10
  • DOI: 10.1038/nmat4369

A unified formulation of the constant temperature molecular dynamics methods
journal, July 1984

  • Nosé, Shuichi
  • The Journal of Chemical Physics, Vol. 81, Issue 1
  • DOI: 10.1063/1.447334

Canonical dynamics: Equilibrium phase-space distributions
journal, March 1985


FireWorks: a dynamic workflow system designed for high-throughput applications: FireWorks: A Dynamic Workflow System Designed for High-Throughput Applications
journal, May 2015

  • Jain, Anubhav; Ong, Shyue Ping; Chen, Wei
  • Concurrency and Computation: Practice and Experience, Vol. 27, Issue 17
  • DOI: 10.1002/cpe.3505

A sulphide lithium super ion conductor is superior to liquid ion conductors for use in rechargeable batteries
journal, January 2014

  • Seino, Yoshikatsu; Ota, Tsuyoshi; Takada, Kazunori
  • Energy Environ. Sci., Vol. 7, Issue 2
  • DOI: 10.1039/C3EE41655K

Works referencing / citing this record:

Theoretical tuning of Ruddlesden–Popper type anti-perovskite phases as superb ion conductors and cathodes for solid sodium ion batteries
journal, January 2019

  • Yu, Yuran; Wang, Zhuo; Shao, Guosheng
  • Journal of Materials Chemistry A, Vol. 7, Issue 17
  • DOI: 10.1039/c9ta02166c

A New Lithium‐Ion Conductor LiTaSiO 5 : Theoretical Prediction, Materials Synthesis, and Ionic Conductivity
journal, July 2019

  • Wang, Qi; Wu, Jian‐Fang; Lu, Ziheng
  • Advanced Functional Materials, Vol. 29, Issue 37
  • DOI: 10.1002/adfm.201904232

Recent achievements on sulfide-type solid electrolytes: crystal structures and electrochemical performance
journal, November 2017


Theoretical formulation of Na 3 AO 4 X (A = S/Se, X = F/Cl) as high-performance solid electrolytes for all-solid-state sodium batteries
journal, January 2019

  • Yu, Yuran; Wang, Zhuo; Shao, Guosheng
  • Journal of Materials Chemistry A, Vol. 7, Issue 38
  • DOI: 10.1039/c9ta08584j

Ion Conductivity Enhancement in Anti-Spinel Li 3 OBr with Intrinsic Vacancies
journal, November 2018

  • Hussain, Fiaz; Li, Pai; Li, Zhenyu
  • Advanced Theory and Simulations, Vol. 2, Issue 3
  • DOI: 10.1002/adts.201800138

Tuning mobility and stability of lithium ion conductors based on lattice dynamics
journal, January 2018

  • Muy, Sokseiha; Bachman, John C.; Giordano, Livia
  • Energy & Environmental Science, Vol. 11, Issue 4
  • DOI: 10.1039/c7ee03364h

First Principle Material Genome Approach for All Solid‐State Batteries
journal, September 2019

  • Xu, Hongjie; Yu, Yuran; Wang, Zhuo
  • ENERGY & ENVIRONMENTAL MATERIALS, Vol. 2, Issue 4
  • DOI: 10.1002/eem2.12053

Understanding interface stability in solid-state batteries
journal, December 2019


The stability and reaction mechanism of a LiF/electrolyte interface: insight from density functional theory
journal, January 2020

  • Zhang, Bingkai; Lin, Zhan; Chen, Haibiao
  • Journal of Materials Chemistry A, Vol. 8, Issue 5
  • DOI: 10.1039/c9ta10170e

The effects of mechanical constriction on the operation of sulfide based solid-state batteries
journal, January 2019

  • Fitzhugh, William; Ye, Luhan; Li, Xin
  • Journal of Materials Chemistry A, Vol. 7, Issue 41
  • DOI: 10.1039/c9ta05248h

Design Strategies, Practical Considerations, and New Solution Processes of Sulfide Solid Electrolytes for All-Solid-State Batteries
journal, April 2018

  • Park, Kern Ho; Bai, Qiang; Kim, Dong Hyeon
  • Advanced Energy Materials, Vol. 8, Issue 18
  • DOI: 10.1002/aenm.201800035

Atomistic insights into the screening and role of oxygen in enhancing the Li + conductivity of Li 7 P 3 S 11−x O x solid-state electrolytes
journal, January 2019

  • Liu, Hanghui; Yang, Zhenhua; Wang, Qun
  • Physical Chemistry Chemical Physics, Vol. 21, Issue 48
  • DOI: 10.1039/c9cp05329h

High-capacity cathodes for magnesium lithium chlorine tri-ion batteries through chloride intercalation in layered MoS 2 : a computational study
journal, January 2018

  • Wang, Zhuo; Shao, Guosheng
  • Journal of Materials Chemistry A, Vol. 6, Issue 16
  • DOI: 10.1039/c8ta01050a

An investigation of the structural properties of Li and Na fast ion conductors using high-throughput bond-valence calculations and machine learning
journal, February 2019

  • Katcho, Nebil A.; Carrete, Jesús; Reynaud, Marine
  • Journal of Applied Crystallography, Vol. 52, Issue 1
  • DOI: 10.1107/s1600576718018484

Enhancing sodium ionic conductivity in tetragonal-Na 3 PS 4 by halogen doping: a first principles investigation
journal, January 2018

  • Huang, He; Wu, Hong-Hui; Wang, Xinjiang
  • Physical Chemistry Chemical Physics, Vol. 20, Issue 31
  • DOI: 10.1039/c8cp02383b

Stabilization of Highly Conductive Lithium Argyrodites by Means of Lithium Substitution: The Case of Li 6 Fe 0.5 PS 6
journal, March 2019

  • Schneider, Holger; Sedlmaier, Stefan J.; Du, Hui
  • ChemistrySelect, Vol. 4, Issue 12
  • DOI: 10.1002/slct.201803388

A Li 2 CuPS 4 superionic conductor: a new sulfide-based solid-state electrolyte
journal, January 2019

  • Xu, Zhenming; Chen, Ronghan; Zhu, Hong
  • Journal of Materials Chemistry A, Vol. 7, Issue 20
  • DOI: 10.1039/c9ta01317b

LiAl 5 O 8 as a potential coating material in lithium-ion batteries: a first principles study
journal, January 2019

  • Mo, Sijia; Zhang, Bingkai; Zhang, Kecheng
  • Physical Chemistry Chemical Physics, Vol. 21, Issue 25
  • DOI: 10.1039/c9cp02650a

Revealing cooperative Li-ion migration in Li 1+x Al x Ti 2−x (PO 4 ) 3 solid state electrolytes with high Al doping
journal, January 2020

  • Zhang, Bingkai; Lin, Zhan; Dong, Huafeng
  • Journal of Materials Chemistry A, Vol. 8, Issue 1
  • DOI: 10.1039/c9ta09770h

Studies of Functional Defects for Fast Na-Ion Conduction in Na 3− y PS 4− x Cl x with a Combined Experimental and Computational Approach
journal, January 2019

  • Feng, Xuyong; Chien, Po-Hsiu; Zhu, Zhuoying
  • Advanced Functional Materials, Vol. 29, Issue 9
  • DOI: 10.1002/adfm.201807951

Lithium diffusion in L i 2 X ( X = O , S, and Se): Ab initio simulations and inelastic neutron scattering measurements
journal, June 2019


Theoretical design of double anti-perovskite Na 6 SOI 2 as a super-fast ion conductor for solid Na + ion batteries
journal, January 2018

  • Yu, Yuran; Wang, Zhuo; Shao, Guosheng
  • Journal of Materials Chemistry A, Vol. 6, Issue 40
  • DOI: 10.1039/c8ta08412b

Ultrafast solid-state lithium ion conductor through alloying induced lattice softening of Li 6 PS 5 Cl
journal, January 2018

  • Xuan, Minjie; Xiao, Weidong; Xu, Hongjie
  • Journal of Materials Chemistry A, Vol. 6, Issue 39
  • DOI: 10.1039/c8ta07240j

An investigation of the structural properties of Li and Na fast ion conductors using high-throughput bond-valence calculations and machine learning
text, January 2019


An investigation of the structural properties of Li and Na fast ion conductors using high-throughput bond-valence calculations and machine learning
text, January 2019


An investigation of the structural properties of Li and Na fast ion conductors using high-throughput bond-valence calculations and machine learning
text, January 2019


Computationally Guided Discovery of the Sulfide Li3AlS3 in the Li–Al–S Phase Field: Structure and Lithium Conductivity
journal, October 2019